Confluent CCDAK : Confluent Certified Developer for Apache Kafka Certification Examination

CCDAK real exams

Exam Code: CCDAK

Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination

Updated: Jun 21, 2026

Q & A: 92 Questions and Answers

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Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

1. You create a producer that writes messages about bank account transactions from tens of thousands of different customers into a topic.
Your consumers must process these messages with low latency and minimize consumer lag Processing takes ~6x longer than producing Transactions for each bank account must be processed in orderWhich strategy should you use?

A) Use the bank account number found in the message as the message key.
B) Use a unique identifier such as a universally unique identifier (UUID) as the message key.
C) Use the timestamp of the message's arrival as its key.
D) Use a combination of the bank account number and the transaction timestamp as the message key.


2. A stream processing application is tracking user activity in online shopping carts.
You want to identify periods of user inactivity.
Which type of Kafka Streams window should you use?

A) Session
B) Hopping
C) Sliding
D) Tumbling


3. You are writing to a topic with acks=all.
The producer receives acknowledgments but you notice duplicate messages.
You find that timeouts due to network delay are causing resends.
Which configuration should you use to prevent duplicates?

A) retries=2147483647max.in.flight.requests.per.connection=1enable.idempotence=false
B) enable.auto.commit=true
C) retries=2147483647max.in.flight.requests.per.connection=5enable.idempotence=true
D) retries=0max.in.flight.requests.per.connection=5enable.idempotence=true


4. You have a Kafka Connect cluster with multiple connectors.
One connector is not working as expected.
How can you find logs related to that specific connector?

A) Modify the log4j.properties file to add a dedicated log appender for the connector.
B) Modify the log4j.properties file to enable connector context.
C) Make no change, there is no way to find logs other than by stopping all the other connectors.
D) Change the log level to DEBUG to have connector context information in logs.


5. (You need to set alerts on key broker metrics to trigger notifications when a Kafka cluster is unhealthy.
What are three minimum broker metrics to monitor for cluster health?
Select three.)

A) kafka.controller:type=ControllerStats,name=UncleanLeaderElectionsPerSec
B) kafka.controller:type=KafkaController,name=LastCommittedRecordOffset
C) kafka.controller:type=KafkaController,name=OfflinePartitionsCount
D) kafka.controller:type=KafkaController,name=ActiveControllerCount
E) kafka.controller:type=KafkaController,name=TopicsToDeleteCount


Solutions:

Question # 1
Answer: A
Question # 2
Answer: A
Question # 3
Answer: C
Question # 4
Answer: A
Question # 5
Answer: A,C,D

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